EPINION

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 epinion’s workforce status over the years

5 Workforce sample

5.1 Allan Knudsen

Job title: Senior manager
Associated: True
Socials: https://linkedin.com/in/allantoftknudsen

5.1.1 Allan Knudsen’s working period at epinion

5.1.2 Gantt plot of Allan Knudsen’s experience

5.2 Andreas Ishøy

Job title: Manager
Associated: True
Socials: https://linkedin.com/in/andreas-ishøy-7379973 | https://linkedin.com/in/andreasishoy

5.2.1 Andreas Ishøy’s working period at epinion

5.2.2 Gantt plot of Andreas Ishøy’s experience

5.3 Anna Kharitonova

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/anna-kharitonova-1a15b874

5.3.1 Anna Kharitonova’s working period at epinion

5.3.2 Gantt plot of Anna Kharitonova’s experience

5.4 Asger Mikkelsen

Job title: Senior consultant
Associated: True
Socials: https://linkedin.com/in/asger-mikkelsen-87698342

5.4.1 Asger Mikkelsen’s working period at epinion

5.4.2 Gantt plot of Asger Mikkelsen’s experience

5.5 Astrid Henriksen

Job title: Juniorkonsulent
Associated: True
Socials: https://linkedin.com/in/astrid-standly-henriksen-b7b...

5.5.1 Astrid Henriksen’s working period at epinion

5.5.2 Gantt plot of Astrid Henriksen’s experience

5.6 Berit Adamsen

Job title: Senior human resources consultant
Associated: True
Socials: https://linkedin.com/in/berit-adamsen-53061567

5.6.1 Berit Adamsen’s working period at epinion

5.6.2 Gantt plot of Berit Adamsen’s experience

5.7 Birgitte Christensen

Job title: Director
Associated: True
Socials: https://linkedin.com/in/birgitte-forum-christensen-37a80

5.7.1 Birgitte Christensen’s working period at epinion

5.7.2 Gantt plot of Birgitte Christensen’s experience

5.8 Bjarke Andersen

Job title: Senior consultant
Associated: True
Socials: https://linkedin.com/in/bjarke-lindsø-andersen | https://linkedin.com/in/bjarke-lindsã¸-andersen-794a6b46 | https://linkedin.com/in/bjarke-lindsø-andersen-794a6b46

5.8.1 Bjarke Andersen’s working period at epinion

5.8.2 Gantt plot of Bjarke Andersen’s experience

5.9 Brian Johansen

Job title: It manager
Associated: True
Socials: https://linkedin.com/in/brian-johansen-442480a | https://linkedin.com/in/brjlinkedin

5.9.1 Brian Johansen’s working period at epinion

5.9.2 Gantt plot of Brian Johansen’s experience

5.10 Christian Sloth

Job title: Senior manager
Associated: True
Socials: https://linkedin.com/in/christian-eg-sloth-1138623

5.10.1 Christian Sloth’s working period at epinion

5.10.2 Gantt plot of Christian Sloth’s experience

5.11 Daniel Bülow

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/daniel-mølholt-bülow-52a96…

5.11.1 Daniel Bülow’s working period at epinion

5.11.2 Gantt plot of Daniel Bülow’s experience

5.12 Ebbe Rodtborg

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/ebbe-rodtborg-35547611

5.12.1 Ebbe Rodtborg’s working period at epinion

5.12.2 Gantt plot of Ebbe Rodtborg’s experience

5.13 Emma Hvas

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/emma-marie-hvas-2ba033137

5.13.1 Emma Hvas’s working period at epinion

5.13.2 Gantt plot of Emma Hvas’s experience

5.14 Emma Koch

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/emma-vitting-koch-458979197

5.14.1 Emma Koch’s working period at epinion

5.14.2 Gantt plot of Emma Koch’s experience

5.15 Erlend Tysnes

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/erlend-pagander-tysnes-4a922b40 | https://facebook.com/etysnes

5.15.1 Erlend Tysnes’s working period at epinion

5.15.2 Gantt plot of Erlend Tysnes’s experience

5.16 Espen Strunk

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/espen-strunk-a60a6250

5.16.1 Espen Strunk’s working period at epinion

5.16.2 Gantt plot of Espen Strunk’s experience

5.17 Evald Eriksen

Job title: Bestyrelsesmedlem
Associated: False
Socials: https://linkedin.com/in/evald-eriksen-a652b18 | https://facebook.com/100009446917501

5.17.1 Evald Eriksen’s working period at epinion

5.17.2 Gantt plot of Evald Eriksen’s experience

5.18 Fredrik Lidby

Job title: Supervisor
Associated: True
Socials: https://linkedin.com/in/fredrik-lidby-31b88710 | https://twitter.com/fredriklidby

5.18.1 Fredrik Lidby’s working period at epinion

5.18.2 Gantt plot of Fredrik Lidby’s experience

5.19 Guðmundur Ásgeirsson

Job title: Senior it administrator
Associated: True
Socials: https://linkedin.com/in/guã°mundur-ã¡sgeirsson-7042b440 | https://linkedin.com/in/guðmundur-ásgeirsson-7042b440 | https://linkedin.com/in/gudmundur-asgeirsson-7042b440

5.19.1 Guðmundur Ásgeirsson’s working period at epinion

5.19.2 Gantt plot of Guðmundur Ásgeirsson’s experience

5.20 Ibeth Kruse

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/ibethkruse

5.20.1 Ibeth Kruse’s working period at epinion

5.20.2 Gantt plot of Ibeth Kruse’s experience

5.21 Ivar Christensen

Job title: Intervjuer
Associated: True
Socials: https://facebook.com/ivar.christensen | https://linkedin.com/in/ivar-christensen-32890aa7

5.21.1 Ivar Christensen’s working period at epinion

5.21.2 Gantt plot of Ivar Christensen’s experience

5.22 Ivar Michaelsen

Job title: Managing director for private
Associated: True
Socials: https://linkedin.com/in/ivarmichaelsen

5.22.1 Ivar Michaelsen’s working period at epinion

5.22.2 Gantt plot of Ivar Michaelsen’s experience

5.23 Jacob Christensen

Job title: Juniorkonsulent
Associated: True
Socials: https://linkedin.com/in/jacob-christensen-b560192

5.23.1 Jacob Christensen’s working period at epinion

5.23.2 Gantt plot of Jacob Christensen’s experience

5.24 Jesper Nielsen

Job title: Director, consumer goods
Associated: True
Socials: https://linkedin.com/in/jesper-nielsen-94baaa20 | https://linkedin.com/in/jesper-lykke-nielsen-94baaa20

5.24.1 Jesper Nielsen’s working period at epinion

5.24.2 Gantt plot of Jesper Nielsen’s experience

5.25 Jungah Yoon

Job title: Interviewer
Associated: False
Socials: https://linkedin.com/in/jungah-yoon-766221184

5.25.1 Jungah Yoon’s working period at epinion

5.25.2 Gantt plot of Jungah Yoon’s experience

5.26 Karen Putz

Job title: Writer
Associated: False
Socials: https://facebook.com/karen.putz | https://linkedin.com/in/agelesspassions | https://linkedin.com/in/karen-putz-6534333 | https://twitter.com/agelesspassions

5.26.1 Karen Putz’s working period at epinion

5.26.2 Gantt plot of Karen Putz’s experience

5.27 Karoline Øllegaard

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/karoline-øllegaard-7063b6143

5.27.1 Karoline Øllegaard’s working period at epinion

5.27.2 Gantt plot of Karoline Øllegaard’s experience

5.28 Kathrine Jensen

Job title: Telefoninterviewer
Associated: False
Socials: https://linkedin.com/in/kathrine-ganderup-jensen-69885aa3

5.28.1 Kathrine Jensen’s working period at epinion

5.28.2 Gantt plot of Kathrine Jensen’s experience

5.29 Kathy Benton

Job title: Review writer
Associated: True
Socials: https://linkedin.com/in/kathy-benton-38782744

5.29.1 Kathy Benton’s working period at epinion

5.29.2 Gantt plot of Kathy Benton’s experience

5.30 Kristen Goldstein

Job title: Director, finance and business development
Associated: False
Socials: https://angel.co/kristenkoh | https://linkedin.com/in/kristen-koh-goldstein-bb79591 | https://linkedin.com/in/kohgoldstein | https://crunchbase.com/person/kristen-koh-goldstein | https://twitter.com/kristenkoh | https://quora.com/kristen-koh-goldstein | https://facebook.com/kristenkohgoldstein

5.30.1 Kristen Goldstein’s working period at epinion

5.30.2 Gantt plot of Kristen Goldstein’s experience

5.31 Kristoffer Krogh

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/kristoffer-krogh-1807483b

5.31.1 Kristoffer Krogh’s working period at epinion

5.31.2 Gantt plot of Kristoffer Krogh’s experience

5.32 Louise Frische

Job title: Accountant
Associated: True
Socials: https://linkedin.com/in/louise-frische-1805ab60

5.32.1 Louise Frische’s working period at epinion

5.32.2 Gantt plot of Louise Frische’s experience

5.33 Magnus Rasmussen

Job title: Praktikant
Associated: True
Socials: https://linkedin.com/in/magnusstorm

5.33.1 Magnus Rasmussen’s working period at epinion

5.33.2 Gantt plot of Magnus Rasmussen’s experience

5.34 Maibritt Pedersen

Job title: Telefoninterviewer
Associated: False
Socials: https://linkedin.com/in/maibritt-pedersen-4b0b69198

5.34.1 Maibritt Pedersen’s working period at epinion

5.34.2 Gantt plot of Maibritt Pedersen’s experience

5.35 Martin Larsen

Job title: Director, head of aarhus office
Associated: True
Socials: https://linkedin.com/in/oestervig | https://linkedin.com/in/martin-østervig-larsen-68a0a030 | https://facebook.com/martin.oestervig.larsen | https://linkedin.com/in/martin-ã¸stervig-larsen-68a0a030

5.35.1 Martin Larsen’s working period at epinion

5.35.2 Gantt plot of Martin Larsen’s experience

5.36 Morten Colbert

Job title: Supervisor
Associated: False
Socials: https://linkedin.com/in/morten-colbert | https://linkedin.com/in/morten-colbert-9a52592a

5.36.1 Morten Colbert’s working period at epinion

5.36.2 Gantt plot of Morten Colbert’s experience

5.37 Morten Madsen

Job title: Telephone interviewer
Associated: False
Socials: https://linkedin.com/in/morten-kolbech-madsen-353503127

5.37.1 Morten Madsen’s working period at epinion

5.37.2 Gantt plot of Morten Madsen’s experience

5.38 Nate Mordo

Job title: Product manager
Associated: False
Socials: https://linkedin.com/in/nmordo

5.38.1 Nate Mordo’s working period at epinion

5.38.2 Gantt plot of Nate Mordo’s experience

5.39 Nicholas Jørgensen

Job title: Studentermedhjã lper
Associated: False
Socials: https://linkedin.com/in/nicholas-isak-jørgensen-2867a3129

5.39.1 Nicholas Jørgensen’s working period at epinion

5.39.2 Gantt plot of Nicholas Jørgensen’s experience

5.40 Sanobar Ismail

Job title: Intervjuer
Associated: True
Socials: https://linkedin.com/in/sanobar-ismail-6aa6a9126

5.40.1 Sanobar Ismail’s working period at epinion

5.40.2 Gantt plot of Sanobar Ismail’s experience

5.41 Sarah Learmonth

Job title: Writer
Associated: True
Socials: https://linkedin.com/in/sarah-learmonth-7365713

5.41.1 Sarah Learmonth’s working period at epinion

5.41.2 Gantt plot of Sarah Learmonth’s experience

5.42 Semir Harun

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/semir-harun | https://linkedin.com/in/semir-harun-06974aa7

5.42.1 Semir Harun’s working period at epinion

5.42.2 Gantt plot of Semir Harun’s experience

5.43 Signe De Cordier

Job title: Manager, head of qualitative
Associated: True
Socials: https://linkedin.com/in/signe-de-cordier-7533425 | https://twitter.com/decordier

5.43.1 Signe De Cordier’s working period at epinion

5.43.2 Gantt plot of Signe De Cordier’s experience

5.44 Signe Taul

Job title: Senior consultant
Associated: True
Socials: https://linkedin.com/in/signe-bjørnshave-taul-56a22b85

5.44.1 Signe Taul’s working period at epinion

5.44.2 Gantt plot of Signe Taul’s experience

5.45 Tatiana Bergstrøm

Job title: Seniorkonsulent
Associated: True
Socials: https://linkedin.com/in/tatianabergstroem

5.45.1 Tatiana Bergstrøm’s working period at epinion

5.45.2 Gantt plot of Tatiana Bergstrøm’s experience

5.46 Thuy Ho

Job title: Deputy managing director
Associated: True
Socials: https://linkedin.com/in/thuy-ho-89971740

5.46.1 Thuy Ho’s working period at epinion

5.46.2 Gantt plot of Thuy Ho’s experience

5.47 Thuy Pham

Job title: Senior graphic designer
Associated: True
Socials: https://linkedin.com/in/heliandesign

5.47.1 Thuy Pham’s working period at epinion

5.47.2 Gantt plot of Thuy Pham’s experience

5.48 Trine Ravn

Job title: Studentermedhjã lper
Associated: True
Socials: https://linkedin.com/in/trine-ravn-91b2221a1